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It establishes regulatory context and scope, mapping obligations to EU AI Act Article 14 and NIST AI RMF governance expectations. The policy sets a risk assessment framework and classifies high-risk AI categories and internal high-risk uses. It also clarifies what meaningful oversight requires, including competence, awareness of automation bias, correct interpretation, and authority to override, interrupt, or stop AI operations.",{"@graph":63,"@context":119},[64,80,102],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,71,74,77],{"item":68,"name":69,"@type":70,"position":9},"https://docshare.wps.com","Home","ListItem",{"item":72,"name":10,"@type":70,"position":73},"https://docshare.wps.com/template/",2,{"item":75,"name":41,"@type":70,"position":76},"https://docshare.wps.com/template/letters/",3,{"item":78,"name":59,"@type":70,"position":79},"https://docshare.wps.com/template/human-in-the-loop-hitl-policy-for-ai-systems-version-10-ensuring-meaningful-human-oversight-and-accountability/176878/",4,{"url":78,"name":59,"@type":81,"image":82,"author":87,"headline":59,"publisher":90,"fileFormat":93,"inLanguage":57,"description":61,"dateModified":94,"datePublished":95,"encodingFormat":93,"isAccessibleForFree":96,"interactionStatistic":97},"DigitalDocument",{"url":83,"@type":84,"width":85,"height":86},"https://docshare.wps.com/thumbnails/human-in-the-loop-hitl-policy-for-ai-systems-version-10-ensuring-meaningful-human-oversight-and-accountability/176878.png","ImageObject",442,249,{"name":88,"@type":89},"Sophia Brooks","Person",{"url":68,"name":91,"@type":92},"DocShare","Organization","application/vnd.openxmlformats-officedocument.wordprocessingml.document","2026-10-18","2026-09-02",true,{"@type":98,"interactionType":99,"userInteractionCount":101},"InteractionCounter",{"@type":100},"ViewAction",7,{"@type":103,"mainEntity":104},"FAQPage",[105,111,115],{"name":106,"@type":107,"acceptedAnswer":108},"What is the purpose of the HITL policy for AI systems?","Question",{"text":109,"@type":110},"The policy mandates human oversight to ensure AI operates safely and ethically, prevents bias and unintended consequences, supports regulatory compliance, maintains accountability, and protects human autonomy by avoiding over-reliance.","Answer",{"name":112,"@type":107,"acceptedAnswer":113},"Which AI systems must implement HITL under the EU AI Act Article 14?",{"text":114,"@type":110},"High-risk AI systems in listed categories (such as biometric identification, critical infrastructure management, education, employment decisions, access to essential services, law enforcement, migration/border control, and justice/electoral processes) must implement HITL controls.",{"name":116,"@type":107,"acceptedAnswer":117},"Why is “rubber stamping” prohibited in human-in-the-loop oversight?",{"text":118,"@type":110},"Placing a human in the loop who merely clicks “Approve” without genuine review is insufficient and can create legal liability. Meaningful oversight requires competent review and the ability to interpret and act on AI outputs.","https://schema.org",{"og:url":78,"og:type":121,"og:title":59,"og:site_name":91,"og:description":61},"article",{"robots":123,"canonical":78},"index,follow",{"doc_id":125,"site_id":56},176878,1790196824,{"code":4,"msg":5,"data":128},{"doc_id":125,"user_id":129,"nickname":88,"user_avatar":130,"doc_module":9,"category_id":40,"category_name":41,"doc_title":59,"doc_description":61,"doc_content":131,"file_id":132,"file_url":133,"file_type":134,"file_size":135,"view_count":101,"is_deleted":4,"is_public":9,"is_downloadable":9,"audit_status":9,"page_count":136,"language":137,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":138,"faqs":139,"seo_title":140,"seo_description":61,"update_tm":141,"read_time":15},962084925636,"https://ap-avatar.wpscdn.com/davatar_994ba38a5ba835b3df7d355c54d3ed8d","[ORGANIZATION NAME]\nINFORMATION SECURITY & GOVERNANCE\nHuman-In-The-Loop (HITL) Policy For AI Systems\nEnsuring Meaningful Human Oversight and Accountability\nVersion 1.0\nConfidentiality Notice: This document is for internal use only. Unauthorized disclosure or distribution of this policy to external parties is strictly prohibited and may result in disciplinary or legal action.\n1. Purpose and Regulatory Context\n1.1 Purpose\nThis policy establishes mandatory requirements for human oversight of Artificial Intelligence (AI) systems deployed by [ORGANIZATION NAME]. The purpose is to:\nEnsure AI systems operate safely, ethically, and in alignment with organizational values\nPrevent catastrophic failures, bias, and unintended consequences\nComply with regulatory requirements (EU AI Act Article 14, NIST AI RMF)\nMaintain accountability for AI-driven decisions\nProtect human autonomy and prevent over-reliance on AI systems\n1.2 Regulatory Requirements\nEU AI Act Article 14 - Human Oversight: High-risk AI systems must be designed to enable effective human oversight. Specifically:\nHumans must be able to fully understand the system's capabilities and limitations\nHumans must remain aware of automation bias (tendency to over-rely on AI output)\nHumans must be able to correctly interpret system output\nHumans must have the authority to decide not to use the system or to override/reverse decisions\nHumans must be able to intervene in system operation or interrupt it via a \"stop button\"\nNIST AI RMF - Govern Function: Organizations must establish clear accountability structures and ensure that humans remain in control of consequential AI decisions.\n1.3 Scope\nThis policy applies to:\nAll AI systems classified as High-Risk per the EU AI Act (see Section 2.2)\nAll AI systems making consequential decisions affecting people (employment, credit, healthcare, safety, legal)\nAll AI systems with autonomous agency (ability to take actions without immediate human confirmation)\nAll employees, contractors, and third parties operating or overseeing AI systems\nOut of Scope (Lower Priority for HITL):\nNon-consequential AI systems (e.g., spell-checkers, simple recommendation engines for non-critical content)\nAI used solely for internal analytics with no direct impact on individuals\nAI research and development in sandboxed environments (before production deployment)\n2. AI System Risk Classification\n2.1 Risk Assessment Framework\nAll AI systems must undergo a risk assessment to determine the appropriate level of human oversight. Classification is based on:\nImpact: Severity of potential harm (financial, physical, psychological, reputational)\nReversibility: Can the decision be easily reversed or corrected?\nAutonomy: Does the system act autonomously or merely provide recommendations?\nAffected Population: Number and vulnerability of people affected\n2.2 EU AI Act High-Risk Categories\nAI systems in the following categories are automatically classified as High-Risk and REQUIRE HITL:\nBiometric Identification and Categorization (Annex III, Category 1)\nReal-time remote biometric identification (facial recognition in public spaces)\nEmotion recognition systems\nBiometric categorization (inferring race, gender, political opinions)\nCritical Infrastructure Management (Annex III, Category 2)\nAI managing water, gas, electricity, heating supply\nAI controlling traffic safety components\nEducation and Vocational Training (Annex III, Category 3)\nDetermining access to educational institutions\nAssessing students (exam scoring, admissions)\nEmployment, Workers Management, and Self-Employment (Annex III, Category 4)\nRecruitment and selection (resume screening, interview scoring)\nDecisions on promotion, termination, task allocation\nMonitoring and evaluation of worker performance\nAccess to Essential Services (Annex III, Category 5)\nCredit scoring and creditworthiness assessment\nEligibility for public benefits and services\nEmergency first responder dispatch\nLaw Enforcement (Annex III, Category 6)\nRisk assessmen","cbCaitjjdAvjrfa6","https://ap.wps.com/l/cbCaitjjdAvjrfa6","docx",111635,34,"English","# Purpose and Regulatory Context\n## Purpose\n## Regulatory Requirements\n## Scope\n# AI System Risk Classification\n## Risk Assessment Framework\n## EU AI Act High-Risk Categories\n## Internal High-Risk Classification\n## Risk Classification Matrix\n# Human-in-the-Loop Requirements\n## Defining \"Meaningful Oversight\"","[{\"question\":\"What is the purpose of the HITL policy for AI systems?\",\"answer\":\"The policy mandates human oversight to ensure AI operates safely and ethically, prevents bias and unintended consequences, supports regulatory compliance, maintains accountability, and protects human autonomy by avoiding over-reliance.\"},{\"question\":\"Which AI systems must implement HITL under the EU AI Act Article 14?\",\"answer\":\"High-risk AI systems in listed categories (such as biometric identification, critical infrastructure management, education, employment decisions, access to essential services, law enforcement, migration/border control, and justice/electoral processes) must implement HITL controls.\"},{\"question\":\"Why is “rubber stamping” prohibited in human-in-the-loop oversight?\",\"answer\":\"Placing a human in the loop who merely clicks “Approve” without genuine review is insufficient and can create legal liability. Meaningful oversight requires competent review and the ability to interpret and act on AI outputs.\"}]","Human-In-The-Loop (HITL) Policy For AI Systems - Version 1.0 - Ensuring Meaningful Human Oversight and Accountability | DOCX",1788325982]